{"id":"W2762102606","doi":"10.1016/j.jtcvs.2017.09.104","title":"Machine treatment of adult respiratory distress syndrome: Rinse or wash cycle?","year":2017,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; ARDS; Acute respiratory distress; Lung; Sepsis; Perfusion; In vivo; Respiratory distress; Diffuse alveolar damage; Intensive care medicine; Cardiology; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009988144,0.0005518656,0.00102597,0.0004766867,0.00158547,0.001586374,0.001071407,0.02435991,0.00490623],"category_scores_gemma":[0.01109642,0.0003404298,0.001109302,0.0002881885,0.001343103,0.003182464,0.0006889615,0.01374218,0.002700791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001748159,"about_ca_system_score_gemma":0.00178525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491276,"about_ca_topic_score_gemma":0.003037315,"domain_scores_codex":[0.9989322,0.0003776443,0.0002050074,0.000114517,0.0002141292,0.0001564846],"domain_scores_gemma":[0.9982917,0.0007922829,0.0002266983,0.00005734565,0.0002425128,0.0003894969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006085577,0.0006449565,0.01420344,0.0004275196,0.00009903334,0.1538142,0.0006077733,0.0006823747,0.001352636,0.01018753,0.7306093,0.08676271],"study_design_scores_gemma":[0.001271855,0.00178126,0.01179367,0.003319258,0.0002167453,0.1923946,0.003185213,0.004977095,0.001821295,0.035436,0.7435489,0.000254253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00654216,0.007291093,0.0006861446,0.9620115,0.01294911,0.00003384796,0.00004028597,0.00006584039,0.01038019],"genre_scores_gemma":[0.07956607,0.009287085,0.002358149,0.79061,0.1094092,0.0001060657,0.00008478722,0.00005363382,0.008525006],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02435991,"threshold_uncertainty_score":0.01641297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02397085544381877,"score_gpt":0.2965370485518782,"score_spread":0.2725661931080594,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}